{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tolerancing - Sensitivity Study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optiland.samples.objectives import CookeTriplet\n",
    "from optiland.tolerancing import RangeSampler, SensitivityAnalysis, Tolerancing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optic = CookeTriplet()\n",
    "optic.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tolerancing = Tolerancing(optic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# radius scan\n",
    "sampler = RangeSampler(start=15, end=30, steps=128)\n",
    "tolerancing.add_perturbation(\"radius\", sampler, surface_number=1)\n",
    "\n",
    "# tilt scan\n",
    "sampler = RangeSampler(start=-0.05, end=0.05, steps=128)  # radians\n",
    "tolerancing.add_perturbation(\"tilt\", sampler, surface_number=1, axis=\"x\")\n",
    "\n",
    "# thickness scan\n",
    "sampler = RangeSampler(start=2, end=5, steps=128)\n",
    "tolerancing.add_perturbation(\"thickness\", sampler, surface_number=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define operands:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_data = {\"optic\": optic}\n",
    "tolerancing.add_operand(\"f2\", input_data)\n",
    "\n",
    "# surface_number=-1 means the last surface\n",
    "input_data = {\n",
    "    \"optic\": optic,\n",
    "    \"surface_number\": -1,\n",
    "    \"Hx\": 0,\n",
    "    \"Hy\": 0.0,\n",
    "    \"wavelength\": 0.55,\n",
    "    \"num_rays\": 5,\n",
    "}\n",
    "tolerancing.add_operand(\"rms_spot_size\", input_data, target=0)\n",
    "\n",
    "input_data = {\"optic\": optic, \"Hx\": 0, \"Hy\": 1, \"wavelength\": 0.55, \"num_rays\": 5}\n",
    "tolerancing.add_operand(\"OPD_difference\", input_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sensitivity_analysis = SensitivityAnalysis(tolerancing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sensitivity_analysis.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 990x750 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensitivity_analysis.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get pandas dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = sensitivity_analysis.get_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>perturbation_type</th>\n",
       "      <th>perturbation_value</th>\n",
       "      <th>0: f2</th>\n",
       "      <th>1: rms spot size</th>\n",
       "      <th>2: OPD difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Radius of Curvature, Surface 1</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>33.469945</td>\n",
       "      <td>2.701670</td>\n",
       "      <td>10.590084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Radius of Curvature, Surface 1</td>\n",
       "      <td>15.118110</td>\n",
       "      <td>33.743491</td>\n",
       "      <td>2.634001</td>\n",
       "      <td>10.438667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Radius of Curvature, Surface 1</td>\n",
       "      <td>15.236220</td>\n",
       "      <td>34.017200</td>\n",
       "      <td>2.567470</td>\n",
       "      <td>10.281144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Radius of Curvature, Surface 1</td>\n",
       "      <td>15.354331</td>\n",
       "      <td>34.291071</td>\n",
       "      <td>2.502048</td>\n",
       "      <td>10.118328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Radius of Curvature, Surface 1</td>\n",
       "      <td>15.472441</td>\n",
       "      <td>34.565104</td>\n",
       "      <td>2.437704</td>\n",
       "      <td>9.950932</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                perturbation_type  perturbation_value      0: f2  \\\n",
       "0  Radius of Curvature, Surface 1           15.000000  33.469945   \n",
       "1  Radius of Curvature, Surface 1           15.118110  33.743491   \n",
       "2  Radius of Curvature, Surface 1           15.236220  34.017200   \n",
       "3  Radius of Curvature, Surface 1           15.354331  34.291071   \n",
       "4  Radius of Curvature, Surface 1           15.472441  34.565104   \n",
       "\n",
       "   1: rms spot size  2: OPD difference  \n",
       "0          2.701670          10.590084  \n",
       "1          2.634001          10.438667  \n",
       "2          2.567470          10.281144  \n",
       "3          2.502048          10.118328  \n",
       "4          2.437704           9.950932  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  }
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